{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PyTorch提供的autograd包能够根据输入和前向传播过程自动构建计算图，并执行反向传播\n",
    "\n",
    "如果将Tensor的属性requires_grad设置为True，它将开始追踪在其上的所有操作（这样就可以利用链式法则进行梯度传播了）。完成计算后，可以调用.backward()来完成所有梯度计算。此Tensor的梯度将累积到.grad属性中。\n",
    "\n",
    "注意在y.backward()时，如果y是标量，则不需要为backward()传入任何参数；否则，需要传入一个与y同形的Tensor。\n",
    "\n",
    "如果不想要被继续追踪，可以调用.detach()将其从追踪记录中分离出来，这样就可以防止将来的计算被追踪，这样梯度就传不过去了。此外，还可以用with torch.no_grad()将不想被追踪的操作代码块包裹起来，这种方法在评估模型的时候很常用，因为在评估模型时，我们并不需要计算可训练参数（requires_grad=True）的梯度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[1., 1.],\n",
      "        [1., 1.]], requires_grad=True)\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "x = torch.ones(2, 2, requires_grad=True)\n",
    "print(x)\n",
    "print(x.grad_fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[3., 3.],\n",
      "        [3., 3.]], grad_fn=<AddBackward0>)\n",
      "<AddBackward0 object at 0x00000192B7F0F828>\n"
     ]
    }
   ],
   "source": [
    "y = x + 2\n",
    "print(y)\n",
    "print(y.grad_fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True False\n"
     ]
    }
   ],
   "source": [
    "# 像x这种直接创建的称为叶子节点，叶子节点对应的grad_fn是None\n",
    "print(x.is_leaf, y.is_leaf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[27., 27.],\n",
      "        [27., 27.]], grad_fn=<MulBackward0>) tensor(27., grad_fn=<MeanBackward0>)\n"
     ]
    }
   ],
   "source": [
    "z = y * y * 3\n",
    "out = z.mean()\n",
    "print(z, out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n",
      "True\n",
      "<SumBackward0 object at 0x00000192BB80A940>\n"
     ]
    }
   ],
   "source": [
    "# 通过.requires_grad_()来用in-place的方式改变requires_grad属性\n",
    "a = torch.randn(2, 2) # 缺失情况下默认 requires_grad = False\n",
    "a = ((a*3)/(a-1))\n",
    "print(a.requires_grad)\n",
    "a.requires_grad_(True)\n",
    "print(a.requires_grad)\n",
    "b = (a * a).sum()\n",
    "print(b.grad_fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[4.5000, 4.5000],\n",
      "        [4.5000, 4.5000]])\n"
     ]
    }
   ],
   "source": [
    "# 梯度\n",
    "\n",
    "# 因为out是一个标量，所以调用backward()时不需要指定求导变量\n",
    "out.backward() # 等价于 out.backward(torch.tensor(1.))\n",
    "print(x.grad)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[5.5000, 5.5000],\n",
      "        [5.5000, 5.5000]])\n",
      "tensor([[1., 1.],\n",
      "        [1., 1.]])\n"
     ]
    }
   ],
   "source": [
    "# 注意：pytorch中grad在反向传播过程中是累加的(accumulated)，\n",
    "# 这意味着每一次运行反向传播，梯度都会累加之前的梯度，\n",
    "# 所以一般在反向传播之前需把梯度清零。\n",
    "out2 = x.sum()\n",
    "out2.backward()\n",
    "print(x.grad)\n",
    "\n",
    "out3 = x.sum()\n",
    "x.grad.data.zero_()\n",
    "out3.backward()\n",
    "print(x.grad)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[2., 4.],\n",
      "        [6., 8.]], grad_fn=<ViewBackward>)\n"
     ]
    }
   ],
   "source": [
    "x = torch.tensor([1.0, 2.0, 3.0, 4.0], requires_grad=True)\n",
    "y = 2 * x\n",
    "z = y.view(2, 2)\n",
    "print(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([2.0000, 0.2000, 0.0200, 0.0020])\n"
     ]
    }
   ],
   "source": [
    "v = torch.tensor([[1.0, 0.1], [0.01, 0.001]])\n",
    "z.backward(v)\n",
    "print(x.grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "tensor(1., grad_fn=<PowBackward0>) True\n",
      "tensor(1.) False\n",
      "tensor(2., grad_fn=<AddBackward0>) True\n"
     ]
    }
   ],
   "source": [
    "# 中断梯度追踪\n",
    "x = torch.tensor(1.0, requires_grad=True)\n",
    "y1 = x ** 2\n",
    "with torch.no_grad():\n",
    "    y2 = x ** 3\n",
    "y3 = y1 + y2\n",
    "print(x. requires_grad)\n",
    "print(y1, y1.requires_grad)\n",
    "print(y2, y2.requires_grad)\n",
    "print(y3, y3.requires_grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(2.)\n"
     ]
    }
   ],
   "source": [
    "# y2是没有grad_fn, 而且y2.requires_grad=False\n",
    "# y3有grad_fn, 而且y3.requires_grad=True\n",
    "\n",
    "y3.backward()\n",
    "print(x.grad)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([1.])\n",
      "False\n",
      "tensor([100.], requires_grad=True)\n",
      "tensor([2.])\n"
     ]
    }
   ],
   "source": [
    "# 如果我们想要修改tensor的数值，但是又不希望被autograd记录（即不会影响反向传播）\n",
    "# 那么我么可以对tensor.data进行操作\n",
    "\n",
    "x = torch.ones(1, requires_grad=True)\n",
    "print(x.data) #是一个tensor\n",
    "print(x.data.requires_grad) #已经是独立于计算图之外\n",
    "\n",
    "y = 2 * x\n",
    "x.data *= 100 #只改变了值，不会记录在计算图，所以不会影响梯度传播\n",
    "\n",
    "y.backward()\n",
    "print(x) #更改data的值也会影响tensor的值\n",
    "print(x.grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "yczlab_3.6",
   "language": "python",
   "name": "yczlab_python3.6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
